last version got 7 correct answers so i've passed, i have revoked together.ai api key.

try adding audio with whisper, and vision with ministral

back to last commit on 23 Jan 2026, using qwen3 because gemma is also a no go. now let's try add audio helper

try new code parser due to change in qwen vs gemma behaviour

apriel is a fool, change to gemma-3n-E4B-it

qwen3 no longer free, trying apriel Apriel 1.6 15B Thinker, adding steps

forgot real compile

patch compile

change logger to compile

add log to see who execute codes, change final answer to string

changing web search tools, reduce code agent steps to 3

back to coedagent

trying toolcallingagent

typo ensure agents

split research - coder

more system instruction regarding code creation and spacing

increase max tokens to 1024, max steps to 10

Update requirements.txt

add enum

still fixing, but got to step 2

still fixing

Update requirements.txt

add stop sequences

change str response to content

removed system prompt

change in class

change together to class

trying qwen3 free from together ai, added instruction by the end of question

add together

back to codeagent

change from codeagent to reactagent, display questions

trying to reduce python coding agent

added logging

use qwen 1.5B

back to torch_dtype

use do_sample=False

use device map

add cache and lowering to float16, 6 steps

add logging

set to cpu

disable 4bit

error no generate

error multistep

error tool

try1

add tools.py

adding requirements

Update app.py

Update app.py

Update app.py